利用生成式人工智能构建实时数据管道现代化架构 [重复].pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.M A M 3 0 7Architecting real-time data pipeline modernization with Generative AI Mohan CVPrincipal ArchitectAWS,Migration&ModernizationAgyapal Singh KohliSr.Cloud Su

2、pport EngineerAWS,Migration&Modernization 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Evolution of Data Processing 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Batch vs StreamingData is ch

3、angingBusiness requirements are growingBatch systems are insufficientStreaming can unlock valueAI is transforming the data landscape589%of CDOs are moving forward with Gen AI 52%of CDOs view data foundation not being ready for AIBack to the basics 2025,Amazon Web Services,Inc.or its affiliates.All r

4、ights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.What can generative AI do for data modernization?Faster onboardingSelf-service ETLLess heavy liftingFaster time to marketReduced complexityEfficient workflows 2025,Amazon Web Services,Inc.or its affiliates.All rights r

5、eserved.Data integration and processing challengesFull picture of your business and customersDatabasesSaaS applicationsThird-party dataMediaData sourcesStreaming dataComplex and cumbersome application codeData pipeline managementNeed specialized skillsManual data pipelinesScalability issues and expe

6、nsiveIncomplete,inconsistent,and stale insights 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Common Blockers to Modernization8People&SkillsAnalysis ParalysisDecision FatigueAWS Modernization Pathways framework a